xref: /aosp_15_r20/external/pytorch/benchmarks/README.md (revision da0073e96a02ea20f0ac840b70461e3646d07c45)
1*da0073e9SAndroid Build Coastguard Worker# PyTorch Benchmarks
2*da0073e9SAndroid Build Coastguard Worker
3*da0073e9SAndroid Build Coastguard WorkerThis folder contains scripts that produce reproducible timings of various PyTorch features.
4*da0073e9SAndroid Build Coastguard Worker
5*da0073e9SAndroid Build Coastguard WorkerIt also provides mechanisms to compare PyTorch with other frameworks.
6*da0073e9SAndroid Build Coastguard Worker
7*da0073e9SAndroid Build Coastguard Worker## Setup environment
8*da0073e9SAndroid Build Coastguard WorkerMake sure you're on a machine with CUDA, torchvision, and pytorch installed. Install in the following order:
9*da0073e9SAndroid Build Coastguard Worker```
10*da0073e9SAndroid Build Coastguard Worker# Install torchvision. It comes with the pytorch stable release binary
11*da0073e9SAndroid Build Coastguard Workerconda install pytorch torchvision -c pytorch
12*da0073e9SAndroid Build Coastguard Worker
13*da0073e9SAndroid Build Coastguard Worker# Install the latest pytorch master from source.
14*da0073e9SAndroid Build Coastguard Worker# It should supersede the installation from the release binary.
15*da0073e9SAndroid Build Coastguard Workercd $PYTORCH_HOME
16*da0073e9SAndroid Build Coastguard Workerpython setup.py build develop
17*da0073e9SAndroid Build Coastguard Worker
18*da0073e9SAndroid Build Coastguard Worker# Check the pytorch installation version
19*da0073e9SAndroid Build Coastguard Workerpython -c "import torch; print(torch.__version__)"
20*da0073e9SAndroid Build Coastguard Worker```
21*da0073e9SAndroid Build Coastguard Worker
22*da0073e9SAndroid Build Coastguard Worker## Benchmark List
23*da0073e9SAndroid Build Coastguard Worker
24*da0073e9SAndroid Build Coastguard WorkerPlease refer to each subfolder to discover each benchmark suite. Links are provided where descriptions exist:
25*da0073e9SAndroid Build Coastguard Worker
26*da0073e9SAndroid Build Coastguard Worker* [Fast RNNs](fastrnns/README.md)
27*da0073e9SAndroid Build Coastguard Worker* [Dynamo](dynamo/README.md)
28*da0073e9SAndroid Build Coastguard Worker* [Functional autograd](functional_autograd_benchmark/README.md)
29*da0073e9SAndroid Build Coastguard Worker* [Instruction counts](instruction_counts/README.md)
30*da0073e9SAndroid Build Coastguard Worker* [Operator](operator_benchmark/README.md)
31*da0073e9SAndroid Build Coastguard Worker* [Overrides](overrides_benchmark/README.md)
32*da0073e9SAndroid Build Coastguard Worker* [Sparse](sparse/README.md)
33*da0073e9SAndroid Build Coastguard Worker* [Tensor expression](tensorexpr/HowToRun.md)
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